Skip to content
cccskills
FreePublished on GitHub

asq-contribution-framing

Use when sharpening the theoretical contribution and the "so what" for an Administrative Science Quarterly (ASQ) manuscript once results exist. Frames the contribution; it does not develop the underlying theory or run analysis.

The English summary is being prepared. Showing the original description.

Run score Not tested

See how to install

Files included (1)

  • SKILL.md4.4 KB

SKILL.md (original)

Review the instructions the agent will receive before you install.

Contribution Framing (asq-contribution-framing)

When to trigger

  • Results exist but you cannot state the contribution in one crisp sentence
  • The intro/discussion reads as "we found X" rather than "we change how the field thinks"
  • A reviewer says "interesting findings, but what's the theoretical contribution?"
  • The paper risks reading as a method demonstration rather than a theory advance

The ASQ standard: a theoretical contribution, not a finding

At ASQ the deliverable is a change in how organization theorists understand something. A finding answers a question; a contribution reframes the question or overturns a prior. Frame around the surprise identified in asq-topic-selection and the mechanism from asq-theory-development. The ASQ archetype is a paper that gives the field a new lens it cannot un-see — the garbage-can model of organizational choice (Cohen, March & Olsen 1972, ASQ) or Barley's (1986, ASQ) reconception of technology as an occasion for structuring. Note what is not the ASQ deliverable: an improvement in firm performance (the SMJ register) or a well-powered confirmation of a moderated hypothesis (a common AMJ profile) is not, by itself, a theoretical contribution here.

Types of contribution (name yours)

  • Reframing: you reconceptualize a construct or process (the field was looking at it wrong)
  • Mechanism: you reveal how/why something happens that was previously a black box
  • Boundary/contingency: you show when an established effect reverses or breaks
  • Integration: you reconcile two conversations that appeared to conflict
  • New construct/process model: you name and theorize something the field lacked language for

Avoid the weakest "contribution" types ASQ tends to reject: "we replicate prior work in a new setting," "we add a moderator," "we study an understudied topic."

The contribution paragraph

Place a sharp statement early (intro) and revisit it in the discussion. Shape:

"We contribute to [conversation] by showing [surprising insight]. Whereas prior work assumed [prior], we demonstrate [reframing/mechanism/boundary], driven by [mechanism]. This implies [non-obvious consequence] and reopens [new question]."

Discussion section that earns ASQ acceptance

  • Lead with the theoretical contribution, not a summary of findings.
  • Generativity: spell out the new questions and research directions your insight opens — ASQ values ideas that travel.
  • Scope and limits: state boundary conditions and what the study cannot claim; this strengthens, not weakens, the contribution.
  • Implications for theory dominate; practical implications, if included, are brief and genuine.
  • Connect back to the surprise: remind the reader why the prior was wrong.

Calibrate the claim

  • Too modest → "so what?" rejection. Too grand → "overclaiming" rejection.
  • The claim must be exactly as large as the evidence supports — no larger, no smaller.

Checklist

  • Contribution stated in one sentence a non-specialist organization theorist would grasp
  • Contribution type is named (reframing / mechanism / boundary / integration / new model)
  • It is a change in understanding, not just a new finding
  • Discussion leads with theory, not a findings recap
  • Generativity is explicit (the new questions opened)
  • Boundary conditions and limits stated honestly
  • Claim size matches evidence (no over/under-claiming)

Anti-patterns

  • "We found X" framing with no reframing of the conversation
  • Listing 4–5 weak contributions instead of one strong one
  • Contribution = "we added a moderator / new setting / new sample"
  • Practical implications padded to substitute for a thin theoretical contribution
  • Burying the contribution under a findings summary in the discussion
  • Method-in-search-of-theory: the paper's "point" is the technique

Output format

【Contribution (one sentence)】...
【Type】reframing / mechanism / boundary / integration / new model
【Prior overturned】what the field assumed
【Generativity】new questions opened
【Claim calibration】matches evidence? (yes/no)
【Next step】asq-tables-figures

Reviews

No reviews yet. Tell others what you thought.

Comments

No login needed. Share how it worked for you, ask a question, or note where it did not run.

No comments yet. Be the first to write one.

Comments are published right away. Do not include personal information such as email addresses or phone numbers. Up to 2 URLs.

0 / 1,000 characters

This form is protected by reCAPTCHA, and the Google Privacy Policy and Terms of Service apply.

More skills from this repository

Use when packaging AAAI code, data, multimedia appendices, technical appendices, reproducibility evidence, and post-acceptance artifact releases without violating double-blind or immutable-supplement rules.

The English summary is being prepared. Showing the original description.

brycewang-stanford/Awesome-Journal-Skills1.3KUpdated Sep 27, 2026

Use when drafting an AAAI author response (rebuttal) under the single short character-limited author-feedback window, the no-URL rule, no-new-results guidance, AI-generated-review handling, and the AAAI two-phase review process where Phase-2 papers receive one feedback round before SPC/AC discussion.

The English summary is being prepared. Showing the original description.

brycewang-stanford/Awesome-Journal-Skills1.3KUpdated Sep 27, 2026

Use when preparing an accepted AAAI paper for camera-ready source submission to AAAI Press, including proceedings page limits, two-column template compliance, copyright transfer, purchased extra technical pages, deanonymization, registration, oral or poster presentation, and final public artifact release.

The English summary is being prepared. Showing the original description.

brycewang-stanford/Awesome-Journal-Skills1.3KUpdated Sep 27, 2026

Use when designing or auditing AAAI experiments for the broad-AI program committee, including baselines, ablations, statistical significance, robustness, human evaluation, AI-for-Social-Impact and alignment/safety evidence, compute and cost reporting, and reproducibility-checklist alignment for Phase-1 survival.

The English summary is being prepared. Showing the original description.

brycewang-stanford/Awesome-Journal-Skills1.3KUpdated Sep 27, 2026

Use when positioning an AAAI paper's novelty against archival work, contemporaneous arXiv or workshop papers, and AAAI/IJCAI/NeurIPS/ICML/ICLR neighbors across the broad AI scope, while staying inside AAAI's dual-submission and AI-as-source policy constraints and writing a related-work section legible to non-specialist reviewers.

The English summary is being prepared. Showing the original description.

brycewang-stanford/Awesome-Journal-Skills1.3KUpdated Sep 27, 2026

Use when strengthening an AAAI paper's reproducibility checklist (placed after references), experimental traceability, seed and hyperparameter reporting, compute and cost disclosure, dataset access and licensing, code/data ZIP readiness, and the claim-to-evidence map that Phase-1 reviewers use to judge rigor across AAAI's broad AI scope.

The English summary is being prepared. Showing the original description.

brycewang-stanford/Awesome-Journal-Skills1.3KUpdated Sep 27, 2026

See all skills by brycewang-stanford

Report a problem with this skill